Thomas W.

About Thomas W.

Senior Data Scientist with 6+ years building and shipping production ML systems in the…

Experience

1. Data Scientist

   Lumos Fiber

   Jan 2023 — Present · Colorado Springs, CO, US

   Designed and implemented a neural network and random forest model to target potential customers, strategically harnessing historical data to enhance acquisition rates. Pioneered an adaptive address parsing script using regex and advanced Python programming. The script is self-evolving: in instances of parsing failures, it consults an error database to understand the anomaly, triggering a secondary function that refines its parsing technique based on predefined parameters. Launched a cutting-edge predictive model on Azure Machine Learning, pinpointing network congestion and customer attrition potentials, fortifying proactive strategies and enriching client relations. Unified diverse data sources including customer and network metrics using Microsoft Azure Integration Services into a singular data repository, facilitating comprehensive analytics and deeper insights. Utilized Python, SQL, and Microsoft Azure Data Factory to create a comprehensive ETL pipeline for fiber internet data, improving data quality and availability for analysis by 30%. Utilized dbt cloud for transformational tasks, enabling structured data modeling, testing, and documentation, thereby fortifying the integrity and consistency of data assets.

Education

• Guilford Technical Community College

  Associate's degree

• Purdue University

  Bachelor of Science - BS